Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401825	CLM	Boobby Banks	—	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-412512	CLM	Ana Jenkins	1946-01-22	UHC-83983-70	7778597230	882 Broadway Apt 28, Columbus, OH, 43233	0.60	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-429599	CLM	Mary Taylor	2000-02-17	UHC-20820-88	6894116972	7667 Bayshore Dr, Minneapolis, MN, 55400	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412648	CLM	Janet Young	1976-05-24	—	2425705194	3328 Oak St, Nashville, TN, 37280	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401490	CLM	Mateo Austin	1971-01-19	—	—	7939 Church St # 675, Houston, TX, 77088	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-429839	CLM	Rachel Taylor	—	UHC-19337-80	4766929842	5103 Indian School Rd, Atlanta, GA, 30347	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-417841	CLM	Charlotte X Pierce	2005-09-24	UHC-68485-08	5816694638	2069 Valley View Dr Apt 33, Sacramento, CA, 95879	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-420584	CLM	Gregory Hudson	1968-08-14	—	—	7983 Hillcrest Rd, Plano, TX, 75060	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429118	CLM	Roy Wood	1950-08-01	UHC-79301-86	7655754581	5991 Church St, Sacramento, CA, 95881	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-406702	CLM	Keith V Dixon	2004-11-24	UHC-14813-19	2945856444	8405 Meadow Ln Apt 28, Las Vegas, NV, 89176	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-404736	CLM	Anna Mason	1972-01-02	UHC-45165-10	3113438828	1783 Main St, Austin, TX, 78797	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-417627	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426054	CLM	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL, 33658	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429353	CLM	—Junk	1999-03-05	—	8085122748	5971 Camelback Rd, San Diego, CA, 92156	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412914	CLM	Margaret Duncan	1950-08-15	—	—	569 Market St, Tampa, FL, 33643	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425747	CLM	Hannah Gilbert	1939-08-14	—	—	1246 Ocean Ave, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-420950	CLM	Hioshi Montgomery	1976-04-17	—	—	1778 Ridge Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427317	CLM	Larry Lee	2005-12-19	UHC-32257-04	—	3908 Canyon Rd, Nashville, TN	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-406592	CLM	Mateo B Castro	1969-09-04	UHC-93344-27	—	9205 Apache Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411906	CLM	Jonathan B Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd, Las Vegas, NV, 89149	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403314	CLM	Beverly Flores	1948-09-02	UHC-34954-61	—	107 Pine Dr, Las Vegas, NV, 89148	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-407039	CLM	Judith Mendez	1952-03-15	—	8339806245	4935 Pine Dr, Austin, TX, 78774	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416901	CLM	Michelle Andrews	1993-08-24	UHC-95441-15	2377871199	6315 Highland Ave, Orlando, FL, 32874	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425450	CLM	Judy K Snyder	2001-04-21	UHC-49523-70	—	4775 Baseline Rd, Austin, TX, 78741	0.60	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-427913	CLM	Denise Little	1975-11-22	—	—	3747 Market St, Mesa, AZ, 85207	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-415667	CLM	Mei Hunt	1946-12-20	—	4603416052	7787 Baseline Rd, Phoenix, AZ, 85053	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-427773	CLM	Christine Valdez	1969-03-12	UHC-20572-11	—	8031 Union St, Houston, TX, 77012	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-403910	CLM	Sofia Jones	2001-11-04	—	9017350749	4940 Canyon Rd, Jacksonville, FL, 32221	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417637	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	9767 Willow Ct, Glendale, AZ, 85381	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-402452	CLM	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412236	CLM	Yuki Boyd	1993-05-18	UHC-66893-48	6436026611	8451 Oak St # 297, Scottsdale, AZ, 85262	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410583	CLM	Terry Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431660	CLM	Alexis Singh	1985-11-15	UHC-47408-81	6434603845	4394 Canyon Rd Apt 32, Las Vegas, NV, 89107	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408929	CLM	Kevin Powell	1944-02-06	—	4584483116	8193 Union St, Tucson, AZ, 85762	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-432697	CLM	Noah Andrews	1948-09-25	—	—	7736 Grand Ave, Denver, CO, 80251	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-424265	CLM	Watkins Frances	1946-10-08	UHC-87981-39	—	983 Highland Ave, Orlando, FL, 32864	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
CLM-432795	CLM	Stephen Murray	1962-05-26	—	8113848702	4148 Main St, Seattle, WA, 98101	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400676	CLM	Raymond L Mendoza	1943-05-14	—	—	6759 Canyon Rd, Columbus, OH, 43276	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-424553	CLM	Amber Perkins	1978-11-22	UHC-05855-16	—	5171 Elm St, Charlotte, NC, 28204	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423226	CLM	Joyce R Evans	1958-08-12	UHC-33176-99	3013811340	3579 Park Pl, San Diego, CA, 92108	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427853	CLM	Catherine A Howard	1971-03-21	UHC-63375-90	—	8486 Washington St, Glendale, AZ, 85325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-428291	CLM	Hannah Harris	1962-05-09	—	—	4928 Bayshore Dr, Glendale, AZ, 85356	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-410782	CLM	Juan Hart	1970-04-08	UHC-11791-07	9213513526	3203 Meadow Ln, Jacksonville, FL, 32257	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-425000	CLM	Vicky Graham	1950-09-24	—	6796257726	1392 Forest Ave, San Antonio, TX, 78284	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407489	CLM	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr Apt 26, San Antonio, TX, 78268	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-405785	CLM	Pamela Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-401178	CLM	Mark Gomez	1962-09-20	—	4849056405	5250 Indian School Rd, Eden Prairie, MN, 55378	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431690	CLM	Jacqueline Richards	2004-09-10	—	—	2754 Main St, Dallas, TX, 75298	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-432590	CLM	Chrystina Martinez	2000-02-25	—	—	704 Central Ave, Minneapolis, MN, 55423	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more

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